Disentangled person image generation

• Main Authors: MA, Liqian, SUN, Qianru, GEORGOULIS, Stamatios, VAN GOOL, Luc, SCHIELE, Bernt, FRITZ, Mario
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2018
• Subjects: Image generation; generative adversarial networks; pose estimation; person re-identification; Artificial Intelligence and Robotics; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/4456; https://ink.library.smu.edu.sg/context/sis_research/article/5459/viewcontent/Ma_Disentangled_Person_Image_CVPR_2018_paper.pdf
• Institution: Singapore Management University

Generating novel, yet realistic, images of persons is a challenging task due to the complex interplay between the different image factors, such as the foreground, background and pose information. In this work, we aim at generating such images based on a novel, two-stage reconstruction pipeline that...